Table 5 Model variations which were tested in the CV routines (Table 4) to evaluate the relative contribution of each predictor to predictive performance. An “X” indicates that a predictor was included in a particular model variation. “Covariates” includes region, population within unit boundaries, population within 30 miles, temperature, month, and year.
From: A national model for estimating United States public land visitation
Model Variations | Model Predictors | |||||
|---|---|---|---|---|---|---|
Covariates | AirSage | AllTrails | eBird | Flickr | ||
Covariates | X | |||||
Individual mobility data sources | ||||||
AirSage | X | X | ||||
AllTrails | X | X | ||||
eBird | X | X | ||||
Flickr | X | X | ||||
X | X | |||||
All sources | X | X | X | X | X | X |
Social media | X | X | X | X | X | |